ARTIFICIAL INTELLIGENCE (SUBJECT CODE - 417) Sample Question Paper -1 (Class X) 2023-24 Max. Time: 2 Hours Max. Marks: 50 General Instructions: Please read the instructions carefully. This Question Paper consists of 21 questions in two sections: Section A & Section B. Section A has Objective type questions, whereas Section B contains Subjective type questions. Out of the given (5 + 16 =) 21 questions, a candidate has to answer (5 + 10 =) 15 questions in the allotted (maximum) time of 2 hours. 5. All questions of a particular section must be attempted in the correct order. 6. SECTION A- OBJECTIVE TYPE QUESTIONS (24 MARKS): i. This section has 05 questions. ii. Marks allotted are mentioned against each question/part. iii. There is no negative marking. iv. Do as per the instructions given. 7. SECTION B- SUBJECTIVE TYPE QUESTIONS (26 MARKS): i. This section has 16 questions. ii. A candidate has to do 10 questions. iii. Do as per the instructions given. iv. Marks allotted are mentioned against each question/part. Ki ps 1. 2. 3. 4. © Kips Learning Pvt. Ltd 2024 SECTION A: OBJECTIVE TYPE QUESTIONS Answer any 5 out of the given 6 questions (1 x 5 = 5 marks) Jatin sends an email to his manager, outlining a project proposal. The manager reviews the proposal and provides detailed comments on how to improve it. What type of feedback is the manager giving? (a) Positive feedback (b) Constructive feedback (c) Negative feedback (d) No feedback provided ii. Sarah has been feeling overwhelmed with her workload at the office. She's been struggling to meet deadlines and feels stressed. What could Sarah do to manage her stress effectively? (a) Ignore the workload and hope it gets better on its own (b) Take short breaks during work to relax and recharge (c) Avoid communicating with her colleagues about her workload (d) Continue working long hours without breaks Assertion: Effective decision-making is a crucial quality for an entrepreneur. Reason: Entrepreneurs often face complex and high-stakes decisions that can significantly impact their businesses. (a) Both A and R are correct and R is the correct explanation of A (b) Both A and R are correct but R is NOT the correct explanation of A (c) A is correct but R is not correct (d) A is not correct but R is correct 1 What is the purpose of the Recycle Bin in Windows? (a) It stores temporary files. (b) It permanently deletes files. (c) It serves as a storage area for deleted files. (d) It is a shortcut to the Control Panel. Mindfulness meditation is a technique commonly used for: (a) Increasing stress levels (b) Relaxation and reducing anxiety (c) Inducing hyperactivity (d) Ignoring one's thoughts What is one of the key objectives of sustainable development in the context of environmental conservation? (a) Maximizing resource exploitation (b) Ignoring the protection of natural habitats (c) Promoting unsustainable consumption patterns (d) Minimizing waste and pollution 1 iii. Ki iv. ps Q. 1 i. v. vi. Q. 2 i. Answer any 4 out of the given 6 questions on Employability Skills (1 x 4 = 4 marks) Assertion (A): Someone might be a talented musician but a poor chess player. Reason (R): Musical and spatial abilities are different skills often developed through distinct forms of practice and experience. (a) Both A and R are correct and R is the correct explanation of A (b) Both A and R are correct but R is not the correct explanation of A (c) A is correct but R is not correct © Kips Learning Pvt. Ltd 2024 1 1 1 1 1 ii. iii. 1 1 1 Ki ps iv. (d) A is not correct but R is correct. A tech company developed an AI system for job recruitment. The system, however, started to favour candidates from certain universities over others, leading to concerns about fairness and diversity. What is the primary concern in this situation? (a) AI Ethics (b) Data Encryption (c) Algorithm Efficiency (d) Model Calibration Statement 1: Large neural networks get better and better as they are given more data, without quickly maxing out their performance. Statement 2: Traditional learning methods keep improving a lot, no matter how much data they get. (a) Both Statement 1 and Statement 2 are correct (b) Both Statement 1 and Statement 2 are incorrect (c) Statement 1 is correct but Statement 2 is incorrect (d) Statement 2 is correct but Statement 1 is incorrect Consider a scenario where a start-up has a limited amount of data initially but expects to gather more data rapidly in the future. Based on the given figure, which strategy would be most appropriate for the start-up to ensure optimal model performance both now and in the future? (a) Begin with traditional ML algorithms and transition to a large neural network as data size increases. (b) Use a medium neural network throughout, adjusting its architecture as needed. (c) Use a small neural network initially and gradually transition to a medium and then a large neural network as data grows. (d) Start with a large neural network from the beginning regardless of the data size. v. _______ is a file format commonly used for storing tabular data in plain-text form, with each line representing a data record. (a) mp4 (b) zip (c) csv (d) Gif © Kips Learning Pvt. Ltd 2024 1 In a collection of 5 articles about space exploration, the term 'exobiology' appears only twice and only in one of the articles. How would you classify the term 'exobiology' based on its occurrence? (a) Stop word (b) Rare word (c) Common word (d) Irrelevant word Q. 3 i. Answer any 5 out of the given 6 questions (1 x 5 = 5 marks) Read the examples given belowi. Using a calculator to solve mathematical problems. ii. A recommendation system suggesting movies on a streaming platform. iii. An automatic door that opens when someone approaches. iv. A program that adjusts the colour of photos based on the time of day. Choose the options that are not AI: (a) i and ii (b) i and iii (c) ii and iv (d) ii and iii When we talk about ‘the type of _________ we want to collect,’ we are essentially discussing the different types of data attributes. Which of the following is NOT an application of data science? (a) Predicting stock market trends (b) Customizing music playlists based on user preferences (c) Translating languages in real-time (d) Designing aerodynamic shapes for cars _________ is the process of dividing an image into multiple segments where each segment corresponds to a different object or part of the image. (a) Object recognition (b) Image classification (c) Image segmentation (d) Object localization ii. iii. Ki iv. ps vi. v. vi. Q. 4 i. ii. Identify the given Chatbot type: This bot provides predefined answers to specific questions, without the ability to understand context or adapt over time. It relies on a set of established rules and does not use machine learning or complex algorithms. When a model's ability to correctly identify only the relevant instances is as crucial as its ability to not miss out on any relevant instance, which metrics are primarily considered? (a) Sensitivity and Specificity (b) Precision and Recall (c) Accuracy and Sensitivity (d) Specificity and Accuracy Answer any 5 out of the given 6 questions (1 x 5 = 5 marks) Rohan read about AI concepts in a book recently but is struggling to remember the term that describes algorithms which allow machines to improve from experience. Help him with the correct term. Statement 1: The process of training an AI model involves using it on unseen data. Statement 2: The "ground truth" in machine learning refers to the model's predicted outputs. © Kips Learning Pvt. Ltd 2024 1 1 1 1 1 1 1 1 1 iv. v. vi. Priyanka developed a weather prediction system using historical data from the past ten years. She trained the model with this entire dataset and was thrilled when it predicted the weather perfectly for all the days in the dataset. However, when she tested the model on current weather data, its predictions were often incorrect. Name the concept. Answer any 5 out of the given 6 questions (1 x 5 = 5 marks) ii. iii. iv. 1 1 1 1 Raj, an engineering graduate, developed a system that can identify different species of plants by analysing images of their leaves. He trained the system with thousands of images, each labelled with the correct species name. When users upload an image of a leaf, the system can quickly determine the species it belongs to. Identify the domain of AI in the given scenario. (a) Natural Language Processing (b) Data Science (c) Computer Vision (d) None of these 1 Which evaluation metric focuses on the proportion of actual positives that are correctly identified? 1 Ki Q. 5 i. ps iii. (a) Both Statement1 and Statement2 are correct (b) Both Statement1 and Statement2 are incorrect (c) Statement1 is correct but Statement2 is incorrect (d) Statement2 is correct but Statement1 is incorrect Simran has developed a machine learning algorithm that predicts the likelihood of patients getting a particular disease based on their age, diet, fitness level, and genetic history. Her model showcases a high recall and specificity. Which of the following statements is incorrect? (a) Data collected based on age, diet, fitness level, and genetic history is known as Validation Data. (b) Data used to verify the efficiency of a machine learning model, like recall and specificity, is applied on Testing Data. (c) The initial set of data used to teach and refine the model is called Training Data. (d) While splitting, the majority of the dataset is reserved for testing and a minor part for training. How many channels does a grayscale image have? When analysing customer reviews to determine if they had a good or bad experience with a product, which NLP technique is most commonly applied? (a) Machine Translation (b) Named Entity Recognition (c) Sentiment Analysis (d) Tokenization ______ is the term used to describe the sharpness or clarity of an image, often determined by the number of pixels in a specific area. (a) Definition (b) Resolution (c) Clarity (d) Pixilation 1 Which of the following best describes the role of syntax in a language? (a) Deciphering the tone of a statement 1 © Kips Learning Pvt. Ltd 2024 (b) Understanding the cultural context of a word (c) Dictating the proper arrangement of words in a sentence (d) Interpreting the emotions behind a sentence v. Which text processing technique involves breaking a text into individual words or terms, often to be used as input for other methods like frequency counts or text modelling? (a) Lemmatization (b) Stopword Removal (c) Tokenization (d) N-gram modelling 1 vi. Which one of the following scenarios results in a high false positive cost? (a) Metal detector at an airport (b) Predicting rain for agricultural crops (c) Earthquake warning system (d) A movie recommendation system 1 ps SECTION B: SUBJECTIVE TYPE QUESTIONS Answer any 3 out of the given 5 questions on Employability Skills (2 x 3 = 6 marks) Answer each question in 20 – 30 words. Write any two types of barrier in communication. 2 Q. 7 Write any two benefits of self-awareness. 2 Q. 8 2 Q. 9 Your friend, Jai, is experiencing slow performance on their computer. He is frustrated because it is affecting his work and productivity. He come to you for advice on how to improve the computer's performance. Suggest any two ways you can recommend to improve the speed of his computer? Enlist any two myths about entrepreneurship. Q. 10 List any two primary aims of the Sustainable Development Goals (SDGs). 2 Ki Q. 6 2 Answer any 4 out of the given 6 questions in 20 – 30 words each (2 x 4 = 8 marks) Q. 11 Many of us use online shopping platforms. When we browse products, these platforms often suggest related items or send promotional emails. Why do online platforms make such suggestions? 2 Q. 12 Rohan and Aman aim to create a model that can predict housing prices based on various features without any prior labelled data. Which learning model should they use and why? 2 Q. 13 Priya aims to integrate third-party datasets into her project. Recommend two considerations she should prioritize when using external datasets. 2 Q. 14 Q. 15 Define the term "pixel density" with an example. 2 Identify any two stop words which should not be removed from the given sentence and why? "Whether you prefer contacting us via showick@thorpeseducation.com or you don't like emails, our team is here to assist." 2 © Kips Learning Pvt. Ltd 2024 Q. 16 2 Draw the confusion matrix for the following data: • the number of true positive = 150 • the number of true negative = 55 • the number of false positive = 35 • the number of false negative = 260 Answer any 3 out of the given 5 questions in 50– 80 words each (4 x 3 = 12 marks) Your younger cousin sees you working on a coding project related to machine learning. He's curious about what machine learning is. Help him grasp the concept of machine learning by providing a concise definition and illustrating with an example of how computers use this technique to learn and adapt. 4 Q. 18 Priya is gearing up to manage her first AI project cycle. Brief her on the following: (i) Data collection and preparation (ii) Model development 4 Q. 19 Identify and explain the types of the learning-based approaches in the figures given below: 4 ps Q. 17 Ki If a new image of a fruit was presented to the model trained on Figure A, it would be able to confidently classify it as either an apple or an orange. What type of learning does this scenario exemplify, and how does it contrast with the learning approach represented in Figure B? Q. 20 Computers excel at complex calculations at speeds incomprehensible to humans. However, they lack intuition and emotions. Do you think there might be challenges when trying to program computers to make decisions like humans, especially in emotionally charged situations? Explain. 4 Q. 21 An AI system predicted the likelihood of patients having a specific disease based on their symptoms: 4 Confusion Matrix Prediction Reality Positive Negative Positive 80 20 Negative 25 30 (i) Identify the total number of incorrect diagnoses made by the system. (ii) Calculate precision, recall, and F1 Score. © Kips Learning Pvt. Ltd 2024